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PHP Forms Aren't Broken, Your Expectations Are
Programming • 4 min read

PHP Forms Aren't Broken, Your Expectations Are

I spent two hours last week debugging a form that "wasn't working." The client said data wasn't being saved. I pulled up the network tab, saw the POST request going out clean, checked the database, and found... nothing. Then I looked at the form's action attribute. It was pointin...

Stop Treating Your SaaS Users Like a Single Customer
Tech News • 4 min read

Stop Treating Your SaaS Users Like a Single Customer

I spent three months last year watching a client's churn rate stubbornly sit at 18% while their retention team sent the same "we miss you" email to literally everyone. Same template. Same timing. Same message. I kept thinking: these people are engineers, they understand distributi...

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Python Enterprise Software
Why I'm Skeptical of "Embodied AGI" (But Not Dismissing It)
AI & Machine Learning • 4 min read

Why I'm Skeptical of "Embodied AGI" (But Not Dismissing It)

Last month, I was debugging a computer vision pipeline at 2 AM, the kind of work that makes you question your career choices. The system was supposed to detect whether a package had been damaged in transit. It had access to thermal data, spatial coordinates, RGB images, everything...

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LLM Career Growth
We Built an AI Code Tool. Then Reality Hit.
Web Development • 5 min read

We Built an AI Code Tool. Then Reality Hit.

Six months ago, my team shipped an AI-powered code suggestion feature. The demos were clean. The founder was excited. We had benchmarks showing 85% accuracy on test cases. Then a client tried it on their actual codebase, a three-year-old Next.js monorepo with custom tooling, weird...

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Startups AWS
The Ownership Trap: Why Your Team Stopped Speaking Up in Meetings
Career & Growth • 4 min read

The Ownership Trap: Why Your Team Stopped Speaking Up in Meetings

Last month, I sat in a design review where a junior developer raised a legitimate concern about our data model. She'd spotted a potential race condition that would definitely bite us at scale. The response? A senior manager literally said, "Can we just ship it? We're already behi...

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